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SERVICES

A fundamentally different approach to legacy modernization.

We don't translate syntax. We comprehend intent — then transform it into accurate, auditable, production-ready code on your target platform.

OUR TECHNOLOGY ADVANTAGE

Introducing CodeIntent® — deterministic AI for code modernization.

Most modernization programs today rely on probabilistic generative AI tools for code migration. These tools — however capable in other contexts — leave critical gaps when it comes to legacy code transformation: inconsistent output, hidden errors, no audit trail, and roughly 80% syntax accuracy that requires significant manual remediation.

Shepherd Group has partnered with Holonic Technologies and their CodeIntent® platform, a breakthrough deterministic AI engine purpose-built for this exact problem.

CODEINTENT® BY HOLONIC TECHNOLOGIES

CodeIntent parses legacy code into a semantic layer that captures the purpose and mechanics of every function — not just its syntax. It then transforms that understanding into accurate, auditable code on the target platform.

The result: 100% of code transformed, full traceability for compliance and audit, and identical results on every run. No black-box translation. No hidden gaps.

Capability
Deterministic AI
LLMs'
Code transformation coverage

✓ 100% of code transformed

✗ ~80% syntax accuracy

Error visibility

✓ Functional uncertainties flagged and surfaced

✗ Errors hidden, require manual discovery

Output consistency

✓ Identical results on every run

✗ Inconsistent output across iterations

Audit & compliance

✓ Full traceability for compliance and audit

✗ No audit trail — black-box translation

Edge cases, APIs, and data migration included

✓ Edge cases & data migration

✗ Syntax only — edge cases require additional effort

END-TO-END DELIVERY

Partnership from strategy through production.

Shepherd Group supports the complete modernization journey. Our team provides hands-on guidance at every stage — no handoffs to generalists, no gaps in coverage.

1

DISCOVERY

Assessment & strategy

Current-state risk profiling, legacy system documentation, and target architecture design. We establish a clear, honest picture of what you have before a single line of code is touched.

2

FOUNDATION

Data modeling & migration

Legacy-to-target data mapping, transformation logic, and validation frameworks. Data integrity is non-negotiable — we treat it as a first-class deliverable, not an afterthought.

3

CORE DELIVERY

Application transformation

Core logic, edge cases, APIs, and reporting — all addressed with CodeIntent®. Deterministic AI ensures 100% coverage with full traceability, so nothing is left to chance or manual cleanup.

4

VALIDATION

Test automation & UAT

Rigorous validation frameworks ensure functional equivalence and performance parity. We don't declare victory until your team does.

5

GO-LIVE

Production deployment

Safe, structured go-live planning with full rollback preparedness. We design for the scenario where something unexpected happens — because in complex migrations, it sometimes does.

6

CONTINUITY

Training, enablement & managed services

The new platform is only valuable if your team can use it. We provide end-user training, enablement programs, and ongoing managed services — so the benefits compound long after go-live.

TECHNOLOGY PARTNER

Holonic Technologies — CodeIntent®

Shepherd Group has an exclusive partnership with Holonic Technologies, the team behind the CodeIntent® platform. Together we bring the only deterministic AI-powered modernization capability on the market — purpose-built for the accuracy, auditability, and scale that enterprise legacy transformation demands.

See how our approach is different.

Whether you're evaluating your first modernization initiative or recovering from a program that stalled — we welcome the opportunity to show you what deterministic AI can do. No obligation.

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